With the growth of computer vision, digital image processing is necessary to provide a clear image to the user. In existing technique only conversion between colors of email picture from RGB to GRAY SCALE image. That is not enough for a enhanced image which is not give the properly recognition of an Image. In this work, SVM (SUPPORT VECTOR MACHINE) is use to give the useful result of an image and proper recognition of an image. SVM is a Machine learning technique, which is useful for balance the Pixels, which is very useful from the point of view of digital image processing. It will enhance the image quality and will give the better results. It can also improve the accuracy of an image as well improve the text classification of an email image.